{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Chiu Wai COMP5331_Initial_Full_Classifier_Ayush_10102020",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "gv6nx80K4QNK"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd \n",
        "from keras.preprocessing.image import ImageDataGenerator, load_img\n",
        "from keras.utils import to_categorical\n",
        "from sklearn.model_selection import train_test_split\n",
        "import matplotlib.pyplot as plt\n",
        "import random\n",
        "import os"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iT0un9wb7QEb"
      },
      "source": [
        "Define constants"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XcFGFv2o7N1u"
      },
      "source": [
        "FAST_RUN = False\n",
        "IMAGE_WIDTH=128\n",
        "IMAGE_HEIGHT=128\n",
        "IMAGE_SIZE=(IMAGE_WIDTH, IMAGE_HEIGHT)\n",
        "IMAGE_CHANNELS=3"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JtsAalz-7TmB"
      },
      "source": [
        "Prepare data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s_iDUIM77Vk4"
      },
      "source": [
        "Download data and save it"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_05v3CbN7RpR"
      },
      "source": [
        "url = 'https://drive.google.com/file/d/1gjbSZV5NjjIVOqSP-yTCqXcGPX9PnYn5/view?usp=sharing'"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fp1FQpyd7jwo",
        "outputId": "4461ecbe-802a-499f-9390-c8e7b7c887eb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "!gdown --id 1gjbSZV5NjjIVOqSP-yTCqXcGPX9PnYn5"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1gjbSZV5NjjIVOqSP-yTCqXcGPX9PnYn5\n",
            "To: /content/MM17-WeiboRumorSet.zip\n",
            "1.35GB [00:11, 119MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hYPHGO1E7uh6"
      },
      "source": [
        "Unzip and save into folder train_extracted"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rhviYA0i7spi"
      },
      "source": [
        "import zipfile\n",
        "with zipfile.ZipFile(\"MM17-WeiboRumorSet.zip\",\"r\") as zip_ref:\n",
        "    zip_ref.extractall(\"./train_extracted\")"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pWLQXyRB74iI"
      },
      "source": [
        "Exract labels from image names and save image names with corresponding labels in dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pk6D3XmT72dg"
      },
      "source": [
        "filenames1 = os.listdir(\"./train_extracted/MM17-WeiboRumorSet/rumor_images\")\n",
        "filenames01 = []\n",
        "categories1 = []\n",
        "for filename in filenames1:\n",
        "    category = 1 # rumor\n",
        "    categories1.append(1)\n",
        "    s = \"rumor_images/\"+str(filename)\n",
        "    filenames01.append(s)\n",
        "\n",
        "df1 = pd.DataFrame({\n",
        "    'filename': filenames01,\n",
        "    'category': categories1\n",
        "})"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bHnbciSU8dYZ",
        "outputId": "46eeb167-93bf-4217-9043-0ffa67316561",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df1.head()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  rumor_images/005Cp0Zcjw1eqxg1ipc63j30hs0hztah.jpg         1\n",
              "1  rumor_images/720be4e5gw1eo6jz021qmj20c00e3mxq.jpg         1\n",
              "2  rumor_images/6a77ebb7jw1ev20xu2excj20p018gn18.jpg         1\n",
              "3  rumor_images/0062G6IYjw1er1zfiinvhj30wo1407az.jpg         1\n",
              "4  rumor_images/5d6ed51fjw1eb8s33w2yoj20c808q0u1.jpg         1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q9PJWG2A87dJ",
        "outputId": "bc6be3ef-e727-4e57-e80a-9252e1e3d788",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "len(df1) # number of rumor images"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7954"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s3x7rXsP8ebo"
      },
      "source": [
        "filenames2 = os.listdir(\"./train_extracted/MM17-WeiboRumorSet/nonrumor_images\")\n",
        "filenames02 = []\n",
        "categories2 = []\n",
        "for filename in filenames2:\n",
        "    category2 = 0 # rumor\n",
        "    categories2.append(0)\n",
        "    s = \"nonrumor_images/\"+str(filename)\n",
        "    filenames02.append(s)\n",
        "\n",
        "df2 = pd.DataFrame({\n",
        "    'filename': filenames02,\n",
        "    'category': categories2\n",
        "})"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9SWw95p98wPA",
        "outputId": "d20e892c-a6f5-41dc-f854-249cd4ebcf0b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df2.head()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>nonrumor_images/61b8c41ejw1evetlsoyaej20ic0c8t...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  nonrumor_images/61ff32dejw1ezpn9odko9j20c80f7m...         0\n",
              "1  nonrumor_images/66eeadffjw1eyz8i8z3e2j20hs0dcg...         0\n",
              "2  nonrumor_images/620beb06gw1eyl2duidwcj21e06k4h...         0\n",
              "3  nonrumor_images/61e6c012jw1ez1r01nnw5j20c81367...         0\n",
              "4  nonrumor_images/61b8c41ejw1evetlsoyaej20ic0c8t...         0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7d2VfS1D89Yr",
        "outputId": "897723e9-dd73-4121-c5cb-756d12d1c6cd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "len(df2) # number of non rumor images"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5318"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uZ42s8Ro_6Va"
      },
      "source": [
        "df = df1.append(df2, ignore_index=True).reset_index(drop = True)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_fIUquAhAZB-",
        "outputId": "2bbaeec3-fc06-454a-8a8e-84b91539e5f8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>rumor_images/5d6ed51fjw1eb8s33w2yoj20c808q0u1.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  rumor_images/005Cp0Zcjw1eqxg1ipc63j30hs0hztah.jpg         1\n",
              "1  rumor_images/720be4e5gw1eo6jz021qmj20c00e3mxq.jpg         1\n",
              "2  rumor_images/6a77ebb7jw1ev20xu2excj20p018gn18.jpg         1\n",
              "3  rumor_images/0062G6IYjw1er1zfiinvhj30wo1407az.jpg         1\n",
              "4  rumor_images/5d6ed51fjw1eb8s33w2yoj20c808q0u1.jpg         1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2pH2wtpWAZ--",
        "outputId": "1fdbc220-0224-4067-ecde-87566b548278",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "len(df) # combined"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "13272"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
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      "metadata": {
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        "outputId": "5e867404-c136-4e60-ddd7-cdb6698777cd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        }
      },
      "source": [
        "df.describe()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th></th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>13272.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>0.599307</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.490057</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           category\n",
              "count  13272.000000\n",
              "mean       0.599307\n",
              "std        0.490057\n",
              "min        0.000000\n",
              "25%        0.000000\n",
              "50%        1.000000\n",
              "75%        1.000000\n",
              "max        1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xEICoXREAe7W",
        "outputId": "cd271470-7c16-4357-d07c-58b8a477d893",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.tail()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>13267</th>\n",
              "      <td>nonrumor_images/66eeadffjw1eynry0u92vj20m80es7...</td>\n",
              "      <td>0</td>\n",
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              "      <th>13270</th>\n",
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              "    <tr>\n",
              "      <th>13271</th>\n",
              "      <td>nonrumor_images/0065yqVkjw1ezwqa63fg9j30fa0bgj...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                filename  category\n",
              "13267  nonrumor_images/66eeadffjw1eynry0u92vj20m80es7...         0\n",
              "13268  nonrumor_images/593bbc68gw1ezuivqza5aj20c80cbm...         0\n",
              "13269  nonrumor_images/6298156bgw1ey7b8tsjeyj20c6099w...         0\n",
              "13270  nonrumor_images/70e11e0fjw1eww3qmvoiaj20hi0atg...         0\n",
              "13271  nonrumor_images/0065yqVkjw1ezwqa63fg9j30fa0bgj...         0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Pm3W4A0BBFex"
      },
      "source": [
        "Total count"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nwsJEYNoAnad",
        "outputId": "e3132137-4a79-44cb-b64e-227772f288be",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "label_counts = df.groupby('category').size()\n",
        "print(label_counts)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "category\n",
            "0    5318\n",
            "1    7954\n",
            "dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hr5bn68EA5zF",
        "outputId": "ef470ac3-4631-40f8-9115-8b5eebe9bcf7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "df['category'].value_counts().plot.bar()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe53f7d2630>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B8SOMjuFBIZC"
      },
      "source": [
        "Sample image"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zu95Vqf5ICnG"
      },
      "source": [
        "Shuffle df"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tOkhf8xkIEQm"
      },
      "source": [
        "# shuffle the DataFrame rows \n",
        "df = df.sample(frac = 1).reset_index(drop=True) "
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wz6egnsyIO6G",
        "outputId": "dc6255d8-4e13-4918-aed6-a1989c72a2fc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>nonrumor_images/470bf257gw1ezorbcbs9aj20lc0c0t...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>rumor_images/63b0b847jw1e2rdlbdnuwj.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>rumor_images/0062YFN8gw1exg3dg0i8jj30p018gteh.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>rumor_images/980a7dc8gw1dvkxkqn0znj.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>rumor_images/60718250jw1ev0a9owbi5j20c80920su.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  nonrumor_images/470bf257gw1ezorbcbs9aj20lc0c0t...         0\n",
              "1            rumor_images/63b0b847jw1e2rdlbdnuwj.jpg         1\n",
              "2  rumor_images/0062YFN8gw1exg3dg0i8jj30p018gteh.jpg         1\n",
              "3            rumor_images/980a7dc8gw1dvkxkqn0znj.jpg         1\n",
              "4  rumor_images/60718250jw1ev0a9owbi5j20c80920su.jpg         1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T4QGsffWIUje",
        "outputId": "aada4838-575d-4343-c94d-8705b9775910",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.tail()"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>13267</th>\n",
              "      <td>rumor_images/a7712e8agw1eefiyk7t2tj20c80dv0v4.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13268</th>\n",
              "      <td>rumor_images/9ce2639fjw1ev1wo07ypaj20ez0qowig.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13269</th>\n",
              "      <td>nonrumor_images/61e6c012jw1ez5so53i4gj20c80c80...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13270</th>\n",
              "      <td>rumor_images/442413cfjw1e51di0jwg4j20c807074y.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13271</th>\n",
              "      <td>rumor_images/64aa0755tw1ep4c9cot8dj20bc0ef3zi.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                filename  category\n",
              "13267  rumor_images/a7712e8agw1eefiyk7t2tj20c80dv0v4.jpg         1\n",
              "13268  rumor_images/9ce2639fjw1ev1wo07ypaj20ez0qowig.jpg         1\n",
              "13269  nonrumor_images/61e6c012jw1ez5so53i4gj20c80c80...         0\n",
              "13270  rumor_images/442413cfjw1e51di0jwg4j20c807074y.jpg         1\n",
              "13271  rumor_images/64aa0755tw1ep4c9cot8dj20bc0ef3zi.jpg         1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X28HYdciIS-O"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RkVovi9qDrBp"
      },
      "source": [
        "Make a combined list with rumor and non rumor image paths last part"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QpX-qX_yGWgx",
        "outputId": "ca01f753-552c-4c44-fead-2ff1d2fc3538",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "filenames = []\n",
        "categories = []\n",
        "for i in range(0, len(df)):\n",
        "  filenames.append(str(df['filename'][i]))\n",
        "  categories.append((df['category'][i]))\n",
        "print(len(filenames))\n",
        "print(len(categories))"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "13272\n",
            "13272\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DQT75R37DViw",
        "outputId": "25477518-7ed0-4e71-d7e8-87c725e165a1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "print(filenames[0])\n",
        "print(categories[0])\n",
        "print(filenames[-1])\n",
        "print(categories[-1])"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "nonrumor_images/470bf257gw1ezorbcbs9aj20lc0c0tat.jpg\n",
            "0\n",
            "rumor_images/64aa0755tw1ep4c9cot8dj20bc0ef3zi.jpg\n",
            "1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TNMAZ1nfCzsl",
        "outputId": "9b4d02c2-82c1-4450-a8d2-8ce0ec54d0ac",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        }
      },
      "source": [
        "sample = random.choice(filenames)\n",
        "print(sample)\n",
        "image = load_img(\"./train_extracted/MM17-WeiboRumorSet/\"+sample)\n",
        "plt.imshow(image)"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "rumor_images/b5c88416jw1es0fexvqjoj20gn0cfmyj.jpg\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fe53f1dafd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3XiFNN94EAWH"
      },
      "source": [
        "##Build Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XEFX8V1lDf6d",
        "outputId": "c83991e5-fae2-463c-d2aa-38242e61969c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "from keras.models import Sequential\n",
        "from keras.layers import Conv2D, MaxPooling2D, Dropout, Flatten, Dense, Activation, BatchNormalization, Input\n",
        "\n",
        "# Simply importing existing models from keras\n",
        "from keras.applications.vgg16 import VGG16\n",
        "from keras.applications.vgg19  import VGG19\n",
        "from keras.applications.inception_v3  import InceptionV3\n",
        "\n",
        "# FF + LR\n",
        "\n",
        "# VGG-16\n",
        "vgg16_base = VGG16(weights='imagenet', include_top=False, input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS))\n",
        "vgg16_base.trainable = False # freeze the base model\n",
        "vgg16 = Sequential([\n",
        "    vgg16_base,\n",
        "    Flatten(),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(2, activation='softmax')\n",
        "])\n",
        "vgg16.compile(loss='categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n",
        "vgg16.summary()\n",
        "\n",
        "# VGG-19\n",
        "vgg19_base = VGG19(weights='imagenet', include_top=False, input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3))\n",
        "vgg19_base.trainable = False # freeze the base model\n",
        "vgg19 = Sequential([\n",
        "    vgg19_base,\n",
        "    Flatten(),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(2, activation='softmax')\n",
        "])\n",
        "vgg19.compile(loss='categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n",
        "vgg19.summary()\n",
        "\n",
        "# Inception V3\n",
        "iv3_base = InceptionV3(weights='imagenet', include_top=False, input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3))\n",
        "iv3_base.trainable = False # freeze the base model\n",
        "\n",
        "inception_v3 = Sequential([\n",
        "    iv3_base,\n",
        "    Flatten(),\n",
        "    Dense(4096, activation='softmax'),\n",
        "    Dense(2, activation='softmax')\n",
        "])\n",
        "inception_v3.compile(loss='categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n",
        "inception_v3.summary()"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "vgg16 (Functional)           (None, 4, 4, 512)         14714688  \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 4096)              33558528  \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 4096)              16781312  \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 2)                 8194      \n",
            "=================================================================\n",
            "Total params: 65,062,722\n",
            "Trainable params: 50,348,034\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n",
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "vgg19 (Functional)           (None, 4, 4, 512)         20024384  \n",
            "_________________________________________________________________\n",
            "flatten_1 (Flatten)          (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense_3 (Dense)              (None, 4096)              33558528  \n",
            "_________________________________________________________________\n",
            "dense_4 (Dense)              (None, 4096)              16781312  \n",
            "_________________________________________________________________\n",
            "dense_5 (Dense)              (None, 2)                 8194      \n",
            "=================================================================\n",
            "Total params: 70,372,418\n",
            "Trainable params: 50,348,034\n",
            "Non-trainable params: 20,024,384\n",
            "_________________________________________________________________\n",
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "inception_v3 (Functional)    (None, 2, 2, 2048)        21802784  \n",
            "_________________________________________________________________\n",
            "flatten_2 (Flatten)          (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense_6 (Dense)              (None, 4096)              33558528  \n",
            "_________________________________________________________________\n",
            "dense_7 (Dense)              (None, 2)                 8194      \n",
            "=================================================================\n",
            "Total params: 55,369,506\n",
            "Trainable params: 33,566,722\n",
            "Non-trainable params: 21,802,784\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GTsRkNZlEp9S"
      },
      "source": [
        "Callbacks"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v9olGx-1Elzn"
      },
      "source": [
        "from keras.callbacks import EarlyStopping, ReduceLROnPlateau"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vlLvxlhiEwcY"
      },
      "source": [
        "Early Stop\n",
        "\n",
        "To prevent over fitting we will stop the learning after 5 epochs and val_loss value not decreased"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1myMXGP7Et10"
      },
      "source": [
        "earlystop = EarlyStopping(patience=5)"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HAFClnwJE3VD"
      },
      "source": [
        "Learning Rate Reduction\n",
        "\n",
        "We will reduce the learning rate when then accuracy not increase for 2 steps"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9iT9fy0TE1Yb"
      },
      "source": [
        "learning_rate_reduction = ReduceLROnPlateau(monitor='val_accuracy', \n",
        "                                            patience=2, \n",
        "                                            verbose=1, \n",
        "                                            factor=0.5, \n",
        "                                            min_lr=0.0001)"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "30fgqmTjE6aT"
      },
      "source": [
        "callbacks = [earlystop, learning_rate_reduction]"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ilc_GkWHFHXY"
      },
      "source": [
        "Prepare data\n",
        "\n",
        "Because we will use image genaretor with class_mode=\"categorical\". We need to convert column category into string. Then imagenerator will convert it one-hot encoding which is good for our classification.\n",
        "\n",
        "So we will convert 1 to rumor and 0 to nonrumor"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x4vPWpOwE9ss"
      },
      "source": [
        "df[\"category\"] = df[\"category\"].replace({0: 'nonrumor', 1: 'rumor'}) "
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IYBab-iIIkHP",
        "outputId": "574f4be8-c844-42f0-8272-f534b2e03b85",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>nonrumor_images/470bf257gw1ezorbcbs9aj20lc0c0t...</td>\n",
              "      <td>nonrumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>rumor_images/63b0b847jw1e2rdlbdnuwj.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>rumor_images/0062YFN8gw1exg3dg0i8jj30p018gteh.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>rumor_images/980a7dc8gw1dvkxkqn0znj.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>rumor_images/60718250jw1ev0a9owbi5j20c80920su.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  nonrumor_images/470bf257gw1ezorbcbs9aj20lc0c0t...  nonrumor\n",
              "1            rumor_images/63b0b847jw1e2rdlbdnuwj.jpg     rumor\n",
              "2  rumor_images/0062YFN8gw1exg3dg0i8jj30p018gteh.jpg     rumor\n",
              "3            rumor_images/980a7dc8gw1dvkxkqn0znj.jpg     rumor\n",
              "4  rumor_images/60718250jw1ev0a9owbi5j20c80920su.jpg     rumor"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9vGd-5OuJxGK"
      },
      "source": [
        "Divide into 80% train and 20% test, Note that we have shuffled earlier"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PHvSkqYpIlEC",
        "outputId": "699cdc1f-8548-4510-fc30-d9b0383a8c1d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "mid = int(len(df)*.8)\n",
        "df_train = df[:mid]\n",
        "df_test = df[mid:]\n",
        "print(len(df_train))\n",
        "print(len(df_test))"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "10617\n",
            "2655\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JdHhrULaJytp"
      },
      "source": [
        "train_df, validate_df = train_test_split(df_train, test_size=0.20, random_state=42)\n",
        "train_df = train_df.reset_index(drop=True)\n",
        "validate_df = validate_df.reset_index(drop=True)"
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "89DDqmY2lXn1"
      },
      "source": [
        ""
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U_vv7UUvJ06a",
        "outputId": "ff1d58b3-63ef-416d-abf6-4262c8ac23c2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        }
      },
      "source": [
        "train_df['category'].value_counts().plot.bar()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe53f1729e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ehgi-u8KJ4oi",
        "outputId": "3b91a1de-c8f2-4fd7-d591-898e83805bad",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        }
      },
      "source": [
        "validate_df['category'].value_counts().plot.bar()"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe491724b38>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QSP4mXwoJ8Ph"
      },
      "source": [
        "total_train = train_df.shape[0]\n",
        "total_validate = validate_df.shape[0]\n",
        "batch_size=32"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UYUi4feTKBcc"
      },
      "source": [
        "Traning Generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d_ojPtyjJ-qR",
        "outputId": "05611927-eb48-44e8-cdf2-6504f4bbc2d5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# train_datagen = ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "train_datagen = ImageDataGenerator(\n",
        "    rotation_range=15,\n",
        "    rescale=1./255,\n",
        "    shear_range=0.1,\n",
        "    zoom_range=0.2,\n",
        "    horizontal_flip=True,\n",
        "    width_shift_range=0.1,\n",
        "    height_shift_range=0.1\n",
        ")\n",
        "\n",
        "train_generator = train_datagen.flow_from_dataframe(\n",
        "    train_df, \n",
        "    \"./train_extracted/MM17-WeiboRumorSet/\", \n",
        "    x_col='filename',\n",
        "    y_col='category',\n",
        "    target_size=IMAGE_SIZE,\n",
        "    class_mode='categorical',\n",
        "    batch_size=batch_size\n",
        ")"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 8476 validated image filenames belonging to 2 classes.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras_preprocessing/image/dataframe_iterator.py:282: UserWarning: Found 17 invalid image filename(s) in x_col=\"filename\". These filename(s) will be ignored.\n",
            "  .format(n_invalid, x_col)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "llVLhuxYKh2N"
      },
      "source": [
        "Validation Generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ijwdyzmvKc4Y",
        "outputId": "a66bdb39-3ffc-4d19-f30b-2e48399b3798",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "validation_datagen = ImageDataGenerator(rescale=1./255)\n",
        "validation_generator = validation_datagen.flow_from_dataframe(\n",
        "    validate_df, \n",
        "    \"./train_extracted/MM17-WeiboRumorSet/\", \n",
        "    x_col='filename',\n",
        "    y_col='category',\n",
        "    target_size=IMAGE_SIZE,\n",
        "    class_mode='categorical',\n",
        "    batch_size=batch_size\n",
        ")"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2120 validated image filenames belonging to 2 classes.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras_preprocessing/image/dataframe_iterator.py:282: UserWarning: Found 4 invalid image filename(s) in x_col=\"filename\". These filename(s) will be ignored.\n",
            "  .format(n_invalid, x_col)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mVVVotrcK2P7"
      },
      "source": [
        "See how our training generator work"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SNsu-nutLEt5",
        "outputId": "71032a9c-ef91-4b29-9c70-e9cb3f2261f9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 873
        }
      },
      "source": [
        "plt.figure(figsize=(12, 12))\n",
        "i = 0\n",
        "for X_batch, Y_batch in train_generator:\n",
        "    plt.subplot(5, 3, i+1)\n",
        "    image = X_batch[0]\n",
        "    plt.imshow(image)\n",
        "    i += 1\n",
        "    if i >= 15: break\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 15 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G4bJtNoKLQNf"
      },
      "source": [
        "Fit Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iJW0H0FJOFoG"
      },
      "source": [
        "FAST_RUN = False"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iYK7nnTtLE6y"
      },
      "source": [
        "epochs=3 if FAST_RUN else 5 # since the model is pretrained, 5 epochs are enough, we tried 15 earlier but it perfromed\n",
        "# poorly on validation set as epoch increased. Let's keep epochs low this time."
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tfRPdaEcXyz3",
        "outputId": "1e8c049a-a55e-47c0-e865-b965ababee84",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "history_vgg16 = vgg16.fit_generator(\n",
        "    train_generator, \n",
        "    epochs=epochs,\n",
        "    validation_data=validation_generator,\n",
        "    validation_steps=total_validate//batch_size,\n",
        "    steps_per_epoch=total_train//batch_size,\n",
        "    callbacks=callbacks\n",
        ")"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From <ipython-input-42-1f54159284b9>:7: Model.fit_generator (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Please use Model.fit, which supports generators.\n",
            "Epoch 1/5\n",
            "265/265 [==============================] - 109s 412ms/step - loss: 2.0163 - accuracy: 0.5867 - val_loss: 0.6170 - val_accuracy: 0.6354\n",
            "Epoch 2/5\n",
            "265/265 [==============================] - 108s 406ms/step - loss: 0.6299 - accuracy: 0.6352 - val_loss: 0.5869 - val_accuracy: 0.6657\n",
            "Epoch 3/5\n",
            "265/265 [==============================] - 108s 406ms/step - loss: 0.6050 - accuracy: 0.6630 - val_loss: 0.5811 - val_accuracy: 0.6605\n",
            "Epoch 4/5\n",
            "265/265 [==============================] - 108s 406ms/step - loss: 0.5861 - accuracy: 0.6784 - val_loss: 0.6093 - val_accuracy: 0.7116\n",
            "Epoch 5/5\n",
            "265/265 [==============================] - 107s 406ms/step - loss: 0.5780 - accuracy: 0.6896 - val_loss: 0.5953 - val_accuracy: 0.6880\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-yplsX8KX1CR",
        "outputId": "413dd1e4-2a41-44a5-a30c-1b1d460b7d90",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "history_vgg19 = vgg19.fit_generator(\n",
        "    train_generator, \n",
        "    epochs=epochs,\n",
        "    validation_data=validation_generator,\n",
        "    validation_steps=total_validate//batch_size,\n",
        "    steps_per_epoch=total_train//batch_size,\n",
        "    callbacks=callbacks\n",
        ")"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/5\n",
            "265/265 [==============================] - 110s 416ms/step - loss: 2.2642 - accuracy: 0.5670 - val_loss: 0.6293 - val_accuracy: 0.6392\n",
            "Epoch 2/5\n",
            "265/265 [==============================] - 108s 409ms/step - loss: 0.6475 - accuracy: 0.6232 - val_loss: 0.6035 - val_accuracy: 0.6496\n",
            "Epoch 3/5\n",
            "265/265 [==============================] - 109s 409ms/step - loss: 0.6235 - accuracy: 0.6426 - val_loss: 0.5932 - val_accuracy: 0.6624\n",
            "Epoch 4/5\n",
            "265/265 [==============================] - 108s 409ms/step - loss: 0.6038 - accuracy: 0.6678 - val_loss: 0.6270 - val_accuracy: 0.6496\n",
            "Epoch 5/5\n",
            "265/265 [==============================] - 108s 406ms/step - loss: 0.5972 - accuracy: 0.6711 - val_loss: 0.5846 - val_accuracy: 0.6795\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jhKvbz8HX2xU",
        "outputId": "f43386e6-e286-4852-b418-811f2dbaac7a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "history_iv3 = inception_v3.fit_generator(\n",
        "    train_generator, \n",
        "    epochs=epochs,\n",
        "    validation_data=validation_generator,\n",
        "    validation_steps=total_validate//batch_size,\n",
        "    steps_per_epoch=total_train//batch_size,\n",
        "    callbacks=callbacks\n",
        ")"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/5\n",
            "265/265 [==============================] - 106s 399ms/step - loss: 0.6769 - accuracy: 0.5972 - val_loss: 0.6719 - val_accuracy: 0.6037\n",
            "Epoch 2/5\n",
            "265/265 [==============================] - 105s 395ms/step - loss: 0.6741 - accuracy: 0.5976 - val_loss: 0.6715 - val_accuracy: 0.6037\n",
            "Epoch 3/5\n",
            "265/265 [==============================] - ETA: 0s - loss: 0.6739 - accuracy: 0.5976\n",
            "Epoch 00003: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
            "265/265 [==============================] - 104s 393ms/step - loss: 0.6739 - accuracy: 0.5976 - val_loss: 0.6717 - val_accuracy: 0.6027\n",
            "Epoch 4/5\n",
            "265/265 [==============================] - 104s 394ms/step - loss: 0.6735 - accuracy: 0.5976 - val_loss: 0.6680 - val_accuracy: 0.6046\n",
            "Epoch 5/5\n",
            "265/265 [==============================] - 103s 390ms/step - loss: 0.6672 - accuracy: 0.5976 - val_loss: 0.6599 - val_accuracy: 0.6032\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hqmvDWKSO2-w"
      },
      "source": [
        "Save Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3HUVXwMKO3gJ"
      },
      "source": [
        "vgg16.save_weights(\"vgg16.h5\")\n",
        "vgg19.save_weights(\"vgg19.h5\")\n",
        "inception_v3.save_weights(\"inception_v3.h5\")"
      ],
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oxt6QQ-hO8PG"
      },
      "source": [
        "Visualize Training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4NJQxiabO5h8",
        "outputId": "9d6162fb-8365-489d-8d8c-b516f3a0d00b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "def plot_history(history):\n",
        "    fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "    ax1.plot(history.history['loss'], color='b', label=\"Training loss\")\n",
        "    ax1.plot(history.history['val_loss'], color='r', label=\"validation loss\")\n",
        "    ax1.set_xticks(np.arange(1, epochs, 1))\n",
        "    ax1.set_yticks(np.arange(0, 1, 0.1))\n",
        "\n",
        "    ax2.plot(history.history['accuracy'], color='b', label=\"Training accuracy\")\n",
        "    ax2.plot(history.history['val_accuracy'], color='r',label=\"Validation accuracy\")\n",
        "    ax2.set_xticks(np.arange(1, epochs, 1))\n",
        "\n",
        "    legend = plt.legend(loc='best', shadow=True)\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "print(\"VGG-16\")\n",
        "plot_history(history_vgg16)\n",
        "print(\"VGG-19\")\n",
        "plot_history(history_vgg19)\n",
        "print(\"Inception V3\")\n",
        "plot_history(history_iv3)"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "VGG-16\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "VGG-19\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Inception V3\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "C6oe8cu2PIPc"
      },
      "source": [
        "Prepare Testing Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qLANKo8ebfnZ",
        "outputId": "cb473f66-f075-4539-992e-caed3be422fc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df_test.head()"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>10617</th>\n",
              "      <td>rumor_images/86a18379jw1dwo9uq5byjj.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10618</th>\n",
              "      <td>rumor_images/4b9a3939jw1e78pkwtvh5j20c80nywic.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10619</th>\n",
              "      <td>nonrumor_images/593bbc68gw1eygh1wu19jj20b40b4a...</td>\n",
              "      <td>nonrumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10620</th>\n",
              "      <td>nonrumor_images/593bbc68gw1ez4r9j7u9sj20c806jj...</td>\n",
              "      <td>nonrumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10621</th>\n",
              "      <td>rumor_images/005Fnp6Ajw1el6xt5yvbsj308c06d74a.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                filename  category\n",
              "10617            rumor_images/86a18379jw1dwo9uq5byjj.jpg     rumor\n",
              "10618  rumor_images/4b9a3939jw1e78pkwtvh5j20c80nywic.jpg     rumor\n",
              "10619  nonrumor_images/593bbc68gw1eygh1wu19jj20b40b4a...  nonrumor\n",
              "10620  nonrumor_images/593bbc68gw1ez4r9j7u9sj20c806jj...  nonrumor\n",
              "10621  rumor_images/005Fnp6Ajw1el6xt5yvbsj308c06d74a.jpg     rumor"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9UBNf5qQbtip"
      },
      "source": [
        "df_test = df_test.reset_index(drop = True)"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qgwp88LEPEJI",
        "outputId": "f236a1ae-6c6a-4b74-b706-6a60258fab25",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "test_filenames = []\n",
        "test_categories = []\n",
        "for i in range(0,len(df_test)):\n",
        "  test_filenames.append(df_test['filename'][i])\n",
        "  test_categories.append(df_test['category'][i])\n",
        "print(len(test_filenames))"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2655\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oroYR9nFPKaX"
      },
      "source": [
        "test_df = df_test\n",
        "nb_samples = test_df.shape[0]"
      ],
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ke2CJfEzeQxk"
      },
      "source": [
        "Create Testing Generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Au0hQBuDPMi3",
        "outputId": "b649b937-a983-4907-e6c8-36de1b6cf9a3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "test_gen = ImageDataGenerator(rescale=1./255)\n",
        "test_generator = test_gen.flow_from_dataframe(\n",
        "    test_df, \n",
        "    \"./train_extracted/MM17-WeiboRumorSet/\", \n",
        "    x_col='filename',\n",
        "    y_col=None,\n",
        "    class_mode=None,\n",
        "    target_size=IMAGE_SIZE,\n",
        "    batch_size=batch_size,\n",
        "    shuffle=False,\n",
        "    validate_filenames=False\n",
        ")"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2655 non-validated image filenames.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4QrM6f9seki3"
      },
      "source": [
        "Predict"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xaL3pLJ2eT-x"
      },
      "source": [
        "predict_vgg16 = vgg16.predict(test_generator, steps=np.ceil(nb_samples/batch_size))\n",
        "predict_vgg19 = vgg19.predict(test_generator, steps=np.ceil(nb_samples/batch_size))\n",
        "predict_iv3 = inception_v3.predict(test_generator, steps=np.ceil(nb_samples/batch_size))"
      ],
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cCw8FByKeqYS"
      },
      "source": [
        "For categoral classication the prediction will come with probability of each category. So we will pick the category that have the highest probability with numpy average max"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JZ-sNkxResjR"
      },
      "source": [
        "y_vgg16 = np.argmax(predict_vgg16, axis=-1)\n",
        "y_vgg19 = np.argmax(predict_vgg19, axis=-1)\n",
        "y_iv3 = np.argmax(predict_iv3, axis=-1)\n",
        "\n",
        "y_true = test_df[\"category\"].replace({'nonrumor': 0, 'rumor': 1}) "
      ],
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AxMCpvPJrxcj"
      },
      "source": [
        "test_df[\"vgg16\"] = np.argmax(predict_vgg16, axis=-1)\n",
        "test_df[\"vgg19\"] = np.argmax(predict_vgg19, axis=-1)\n",
        "test_df[\"iv3\"] = np.argmax(predict_iv3, axis=-1)"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D_fmNCMymcdj",
        "outputId": "7222f2a6-bbbc-453c-f3ac-987734c63234",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "from sklearn.metrics import accuracy_score # normal accuracy\n",
        "from sklearn.metrics import balanced_accuracy_score # used in case of imbalanced data sets, average of recall, from 0 to 1\n",
        "from sklearn.metrics import confusion_matrix # division of performance on the multilabels\n",
        "from sklearn.metrics import cohen_kappa_score # compares model against random prediction, from -1 to 1\n",
        "from sklearn.metrics import classification_report # for multilabel classification, gives precision, recall, f score, support, more\n",
        "target_names = ['class 0', 'class 1']\n",
        "\n",
        "def print_metrics(y_true, y_pred):\n",
        "    print(\"Accuracy:\", accuracy_score(y_true, y_pred))\n",
        "    print(\"Balanced Accuracy:\" , balanced_accuracy_score(y_true, y_pred))\n",
        "    print(\"Confusion Matrix:\\n\", confusion_matrix(y_true, y_pred))\n",
        "    print(\"Cohen Kappa Score:\", cohen_kappa_score(y_true, y_pred))\n",
        "    print(\"Classification Report:\\n\", classification_report(y_true, y_pred, target_names=target_names))\n",
        "    \n",
        "print('VGG-16')\n",
        "print_metrics(y_true, y_vgg16)\n",
        "print('VGG-19')\n",
        "print_metrics(y_true, y_vgg19)\n",
        "print('Inception_V3')\n",
        "print_metrics(y_true, y_iv3)"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "VGG-16\n",
            "Accuracy: 0.6659133709981168\n",
            "Balanced Accuracy: 0.6796742260640403\n",
            "Confusion Matrix:\n",
            " [[799 267]\n",
            " [620 969]]\n",
            "Cohen Kappa Score: 0.34077741732582345\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "     class 0       0.56      0.75      0.64      1066\n",
            "     class 1       0.78      0.61      0.69      1589\n",
            "\n",
            "    accuracy                           0.67      2655\n",
            "   macro avg       0.67      0.68      0.66      2655\n",
            "weighted avg       0.70      0.67      0.67      2655\n",
            "\n",
            "VGG-19\n",
            "Accuracy: 0.6587570621468927\n",
            "Balanced Accuracy: 0.6017546169313656\n",
            "Confusion Matrix:\n",
            " [[ 333  733]\n",
            " [ 173 1416]]\n",
            "Cohen Kappa Score: 0.22276814390791466\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "     class 0       0.66      0.31      0.42      1066\n",
            "     class 1       0.66      0.89      0.76      1589\n",
            "\n",
            "    accuracy                           0.66      2655\n",
            "   macro avg       0.66      0.60      0.59      2655\n",
            "weighted avg       0.66      0.66      0.62      2655\n",
            "\n",
            "Inception_V3\n",
            "Accuracy: 0.5984934086629002\n",
            "Balanced Accuracy: 0.5\n",
            "Confusion Matrix:\n",
            " [[   0 1066]\n",
            " [   0 1589]]\n",
            "Cohen Kappa Score: 0.0\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "     class 0       0.00      0.00      0.00      1066\n",
            "     class 1       0.60      1.00      0.75      1589\n",
            "\n",
            "    accuracy                           0.60      2655\n",
            "   macro avg       0.30      0.50      0.37      2655\n",
            "weighted avg       0.36      0.60      0.45      2655\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LM-ON5rTr6Am",
        "outputId": "99b81441-da99-48a2-9190-0e4d7b21c635",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "source": [
        "# saving the dataframe of our results\n",
        "from google.colab import files\n",
        "test_df.to_csv('test_df_5331.csv') \n",
        "files.download('test_df_5331.csv')"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_a0c7bf3a-0b4c-4681-b194-0f2959450c31\", \"test_df_5331.csv\", 180376)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5VTYeS4Mxc7V"
      },
      "source": [
        ""
      ],
      "execution_count": 56,
      "outputs": []
    }
  ]
}